final version

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master
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# first line: 239
def Clustering(similarity):
similarityNP = np.array(similarity)
n_clusters = 25 # change that to send less diverse projections
kmedoids = KMedoids(n_clusters=n_clusters, random_state=0, metric='precomputed').fit(similarityNP)
global dataProc
clusterIndex = []
for c in range(n_clusters):
cluster_indices = np.argwhere(kmedoids.labels_ == c).reshape(-1,)
D_c = similarityNP[cluster_indices][:, cluster_indices]
center = np.argmin(np.sum(D_c, axis=0))
clusterIndex.append(cluster_indices[center])
return clusterIndex

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{"duration": 0.0585169792175293, "input_args": {"D_high": "array([[ 90.32480058, 58.32021139, 110.56859421, ..., 69.73493016,\n 71.7084146 , 59.3410676 ],\n [ 39.88988404, 62.52651246, 47.80244245, ..., 116.13798098,\n 25.56589605, 57.21757619],\n [ 46.49184277, 27.96048276, 91.45031465, ..., 115.90542006,\n 47.68584545, 27.4294094 ],\n ...,\n [117.7833007 , 118.02190998, 130.39398885, ..., 0. ,\n 116.45694834, 116.0975663 ],\n [ 43.58127217, 53.16248681, 59.87774486, ..., 116.45694834,\n 0. , 52.21198288],\n [ 61.71982942, 12.74524602, 96.3199743 , ..., 116.0975663 ,\n 52.21198288, 0. ]])", "D_low": "array([[17.19894596, 4.56192459, 22.76102006, ..., 15.42665811,\n 13.78561052, 5.51744354],\n [17.10219096, 16.03067205, 6.33579464, ..., 31.75602066,\n 8.63838026, 18.34924279],\n [ 6.41095344, 9.84961257, 17.01010776, ..., 14.04037392,\n 9.57465736, 5.65197998],\n ...,\n [18.80420906, 18.31614682, 31.05021675, ..., 0. ,\n 23.17829849, 13.94668483],\n [ 9.80420483, 9.55643322, 9.00493513, ..., 23.17829849,\n 0. , 10.24714073],\n [11.72422209, 5.01370361, 19.0977255 , ..., 13.94668483,\n 10.24714073, 0. ]])", "k": "10"}}

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<EFBFBD>G?<EFBFBD>D<EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>.

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@ -0,0 +1,2 @@
<EFBFBD>G?<EFBFBD>?<EFBFBD>%<EFBFBD><EFBFBD>
.

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@ -0,0 +1 @@
<EFBFBD>G?<EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>A.

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<EFBFBD>G?<EFBFBD><EFBFBD>M<EFBFBD><EFBFBD>d<EFBFBD>.

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